You want to make a graphical correlation matrix.

We’ll look at the mtcars data set:

mtcars

                      mpg cyl  disp  hp drat    wt  qsec vs am gear carb
 Mazda RX4           21.0   6 160.0 110 3.90 2.620 16.46  0  1    4    4
 Mazda RX4 Wag       21.0   6 160.0 110 3.90 2.875 17.02  0  1    4    4
 Datsun 710          22.8   4 108.0  93 3.85 2.320 18.61  1  1    4    1
 ...
 Ferrari Dino        19.7   6 145.0 175 3.62 2.770 15.50  0  1    5    6
 Maserati Bora       15.0   8 301.0 335 3.54 3.570 14.60  0  1    5    8
 Volvo 142E          21.4   4 121.0 109 4.11 2.780 18.60  1  1    4    2

First, generate the numerical correlation matrix using cor. This will generate correlation coefficients for each pair of columns: